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Update README.md

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@@ -20,6 +20,16 @@ playback through a compact CustomTkinter interface.
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  Source code: [niel-blue/RVC-Realtime-GUI](https://github.com/niel-blue/RVC-Realtime-GUI)
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  ## Download
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  Open the **Files and versions** tab and download the archive that matches your
 
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  Source code: [niel-blue/RVC-Realtime-GUI](https://github.com/niel-blue/RVC-Realtime-GUI)
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+ ## What's new in this release
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+
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+ **This build includes the real-time inference performance updates introduced
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+ after 2026-07-18.**
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+
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+ - CUDA Graph warm-up for lower per-chunk inference overhead after startup
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+ - Updated real-time inference path and input/output noise-reduction fixes
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+ - CUDA 12.8 runtime for current NVIDIA GPUs, including Blackwell-compatible
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+ environments
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+
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  ## Download
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  Open the **Files and versions** tab and download the archive that matches your